ohbm / hackathon2022

Website for the 2022 OHBM Hackathon
https://ohbm.github.io/hackathon2022/
MIT License
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Implementation of region-based FMRI data analysis through hierarchical modeling using Python #82

Open afni-gangc opened 2 years ago

afni-gangc commented 2 years ago

Title

Implementation of region-based FMRI data analysis through hierarchical modeling using Python

Short description and the goals for the OHBM BrainHack

Hierarchical modeling is a powerful analytical framework that allows efficient information flow across multiple levels. Compared to the traditional mass univariate analysis, the hierarchical approach has the advantages of spatial specificity, high statistical efficiency, no discrimination against small regions, focus on effect estimation, full result reporting, etc. The modeling capability has already been implemented into the program RBA using R packages (e.g., brms) in AFNI. It would be a great addition to the neuroimaging community if the modeling functionality is also implemented using Python.

The project is looking for volunteers who are skilled in Python and familiar with some extent of hierarchical modeling.

Useful links: https://github.com/adamhaber/pybrms

Link to the Project

https://github.com/afni/afni/blob/master/src/R_scripts/RBA.R

Image for the OHBM brainhack website

No response

Project lead

Gang Chen (github: afni-gangc; discord: Gang Chen#1967)

Main Hub

Glasgow

Other Hub covered by the leaders

Skills

Python R

Recommended tutorials for new contributors

Good first issues

No response

Twitter summary

No response

Short name for the Discord chat channel (~15 chars)

RBA-brms

Please read and follow the OHBM Code of Conduct

djarecka commented 2 years ago

Thank you for submitting the project! We have 35 projects right now, woohoo! But that means the projects pitches will have to be short. We will give you tomorrow 2 minutes to pitch your project, you can have one slide or no slides! If you decide to use a slide, please include the link to the slide here.

And don't worry, you will still have more time to talk about your project during the BrainHack :-)